OfficeBooks
Tag

MLOps tools

7 tools tagged “MLOps”, each reviewed against the same criteria: real pricing, verified features, honest pros and cons, and an editorial rating out of 5.

Databricks screenshot
4.4

The unified data + AI lakehouse, billed by the DBU you burn.

LakehouseUsage-basedMLOps
14-day free trial with up to $400 in credits
Free trial; usage-based from ~$0.07/DBU Visit Site
Vertex AI screenshot
4.4

Google Cloud's end-to-end ML and Gemini GenAI platform, billed by usage.

MLOpsGenAIUsage-based
$300 Google Cloud credit, valid 90 days for new accounts
$0.10 / 1M tokens Visit Site
Amazon SageMaker screenshot
4.2

Build, train, and deploy ML at scale on AWS — pay only for what you use.

MLOpsCloud MLUsage-based
2-month free tier: 250 notebook hrs + 50 training hrs
$0 (2-month free tier), then usage-based Visit Site
Azure Machine Learning screenshot
4.4

Enterprise MLOps on Azure — no service fee, you pay only for the compute and storage you use.

MLOpsUsage-basedEnterprise
$200 Azure credit for 30 days on new accounts
Free service; East US compute from $0.073/hr Visit Site
Weights & Biases screenshot
4.5

The developer-first MLOps platform for experiment tracking, model management and LLM ops (Weave).

MLOpsExperiment TrackingLLM Ops
Free Pro for academic research: up to 100 seats, 200 GB storage
$0 (Free); Pro from $60/mo Visit Site
Kubeflow screenshot
4.3

Free, open-source MLOps toolkit for Kubernetes — pay only for your cluster

Open SourceMLOpsKubernetes
Free forever under Apache 2.0 — you only pay for infrastructure
Modal screenshot
4.3

Serverless GPU cloud that bills compute by the second

Serverless GPUUsage-basedMLOps
$30/mo free compute credits on Starter, no card needed
$0/mo + usage Visit Site